Recent developments and applications of artificial intelligence in solid/liquid extraction studies

SALAMAT Q., GÜMÜŞ Z. P., SOYLAK M.

TrAC - Trends in Analytical Chemistry, vol.182, 2025 (SCI-Expanded) identifier

  • Publication Type: Article / Review
  • Volume: 182
  • Publication Date: 2025
  • Doi Number: 10.1016/j.trac.2024.118057
  • Journal Name: TrAC - Trends in Analytical Chemistry
  • Journal Indexes: Science Citation Index Expanded (SCI-EXPANDED), Scopus, Academic Search Premier, Analytical Abstracts, Chemical Abstracts Core, Chimica, Compendex, Food Science & Technology Abstracts, DIALNET
  • Keywords: Artificial intelligence, Chemometric tools, Liquid phase extraction, Machine learning algorithms, Solid phase extraction
  • Erciyes University Affiliated: Yes

Abstract

Artificial intelligence has great potential in extraction processes, and these technologies greatly facilitate the transformation of data into meaningful information. This review highlights inference studies using artificial intelligence and provides an overview of the types of algorithms and advanced chemometric tools used in these studies. The use of artificial intelligence, which is mostly used in classification, origin determination, and studies with large data sets, is still very limited in SPE and LPME research and investigations. This review examined SPE and LPME studies for different analytes using keywords in other algorithms under the main title of artificial intelligence.